Deep learning image processing

A computer-implemented method, comprising:

• accessing, by a device operatively coupled to a processor, a medical image, wherein pixels or voxels of the medical image are allocated among a plurality of regions;
• generating, by the device and via execution of a deep learning neural network on the medical image, a set of region-wise parameter maps, wherein a region-wise parameter map consists of one predicted parameter per region of the medical image;
• generating, by the device, a transformed version of the medical image by feeding the set of region-wise parameter maps to an analytical transformation function;
• and
• rendering, by the device, the transformed version of the medical image on an electronic display.

A computer program product for facilitating improved deep learning image processing, the computer program product comprising a non-transitory computer-readable memory having program instructions embodied therewith, the program instructions executable by a processor to cause the processor to:

• access a medical image, wherein pixels or voxels of the medical image are allocated among a plurality of regions;
• generate, via execution of a deep learning neural network on the medical image, a set of region-wise parameter maps, wherein a region-wise parameter map consists of one predicted parameter per region of the medical image;
• generate a transformed version of the medical image by feeding the set of region-wise parameter maps to an analytical transformation function;
• and
• render the transformed version of the medical image on an electronic display.